To assess the hazards of the releases of toxic industrial chemicals (TICs) to the atmosphere, comprehensive model systems are often used, which begin with the scenario definition and end with an estimate of health risk. In 2008 and 2010, the US Department of Homeland Security and Defense Threat Reduction Agency sponsored reports that identified knowledge gaps in TIC modeling. The current paper discusses which of the knowledge gaps were satisfactorily resolved in the past 10 years by new theoretical and experimental research, such as the 2010 and 2015-2016 Jack Rabbit field experiments. For example, the linked source emissions and transport and dispersion (T&D) models have been shown, in comparisons with Jack Rabbit II observations, to not have large mean biases. Consequently, the T&D models are less likely to be the cause of model system overpredictions of casualties observed after large TIC accidental releases, such as the Festus, Macdona, and Graniteville chlorine railcar incidents. It may be that the deposition models and/or the health effects models still need improvement. In addition to comments on the knowledge gaps identified 10 years ago, a few new knowledge gaps are addressed, such as indoor T&D and deposition, and estimating the magnitude of the saturation deposition value for various substrates and chemicals. K E Y W O R D S anhydrous ammonia, chlorine, dense gas dispersion, hazards analysis, health risk, Jack Rabbit II field experiment, TIC 1 | INTRODUCTION There are hazards to the public due to the releases of toxic industrial chemicals (TICs) to the atmosphere as a result of accidents or intentional acts. After several incidents in the 1990s and 2000s, the US Department of Homeland Security/Chemical Security Analysis Center (DHS/CSAC) and the US Defense Threat Reduction Agency (DTRA) mounted a series of reviews, research initiatives, and laboratory and field studies to improve our knowledge of the characteristics of TICs released to the atmosphere, and to further develop and test improved models of the transport and dispersion (T&D) of TICs. Rankings were developed of the TICs posing the most risk. The rankings were based on factors such as mass of material stored and/or transported, superheat (difference between ambient temperature and boiling point of TIC), and concentration or dosage at which health effects occur.TICs such as chlorine, anhydrous ammonia, and sulfur dioxide were